{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "pyMRST_oilwaterflooding.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPWoPF0TNzNFnRuLr+aA180",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/yohanesnuwara/pyMRST/blob/main/notebooks/pyMRST_oilwaterflooding.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iqfGQrvga8bO"
      },
      "source": [
        "# Simulation of Waterflooding in Oil Reservoir with PyMRST\n",
        "\n",
        "The aim of this notebook is to run MRST simulation of waterflooding (written in MATLAB language) in Python environment with PyMRST. PyMRST allows users to define simulation input, run simulation, and visualize results using Python syntaxes. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RXXDnZOgYG_Q"
      },
      "source": [
        "## Setup"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nFrfCX2dbnbr"
      },
      "source": [
        "PyMRST is in GitHub. We need to clone the repository to use it. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O3_fpJXZ8d0G",
        "outputId": "d34ffef0-c51d-49cf-96b8-f35096f623df"
      },
      "source": [
        "# Clone pyMRST\n",
        "!git clone https://github.com/yohanesnuwara/pyMRST"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'pyMRST'...\n",
            "remote: Enumerating objects: 256, done.\u001b[K\n",
            "remote: Counting objects: 100% (124/124), done.\u001b[K\n",
            "remote: Compressing objects: 100% (122/122), done.\u001b[K\n",
            "remote: Total 256 (delta 61), reused 0 (delta 0), pack-reused 132\u001b[K\n",
            "Receiving objects: 100% (256/256), 278.45 KiB | 8.70 MiB/s, done.\n",
            "Resolving deltas: 100% (107/107), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zQeN3ViWby5n"
      },
      "source": [
        "Import necessary Python libraries (NumPy, Matplotlib) and PyMRST modules. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rqfpKzMp8zZk"
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Add directory where you install PyMRST\n",
        "import sys\n",
        "sys.path.append(\"/content/pyMRST\") \n",
        "\n",
        "import pymrst\n",
        "from pymrst_units import *"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CkHYSVzicuHL"
      },
      "source": [
        "Setup PyMRST. The setup will do installation of MATLAB-Octave in Google Colab and cloning the original MRST repositories in their BitBucket.  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1OIu4smY9jqx"
      },
      "source": [
        "# Setup PyMRST (Takes about 1 minute)\n",
        "pymrst.setup()"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Lcrmz1QYdW_t"
      },
      "source": [
        "Now, we can start using Python syntaxes to run MRST. All set!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y-GMMiDwIIK6"
      },
      "source": [
        "## Simulation 1. Normal five spot"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gP4r1NvYbPjs"
      },
      "source": [
        "In the first simulation, we will use the SPE 10 reservoir model. The model is available in MRST (more details about this model [see here](https://www.spe.org/web/csp/datasets/set02.htm)). The original cells are 60x220x85, we will only use the 10-th first layers."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2MMZdOIh5OGd"
      },
      "source": [
        "# Use SPE10 model. Use Python dictionary.\n",
        "model = dict({\"name\": \"spe10\",\n",
        "              \"nlayer\": 10, \n",
        "              \"startlayer\": 4})       "
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CFI7ALh-dkuH"
      },
      "source": [
        "Input rock properties. The reservoir is assumed to have formation compressibility 1 micro-Bar (measured at 200 bar as reference pressure). "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a_vb6GMheerh"
      },
      "source": [
        "# Rock property\n",
        "rock = dict({\"c\": 1e-6*(1/1e+5), # Rock compressibility at ref pressure, 1/bar to 1/Pa\n",
        "             \"p_r\": 200*1e+5}) # Reference pressure, bar to Pa"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x1N4yq1Pejsh"
      },
      "source": [
        "The fluids that we will use are slightly compressible oil (as producer fluid) and incompressible water (as injector fluid). Oil has 1 cp viscosity and 850 kg/m3 density. Water has 1 cp viscosity and 1,000 kg/m3 density. Corey relative permeability model with exponent 2 is used. \n",
        "\n",
        "> NOTE: If we use a non-metric unit, use the units inside `pymrst_units`. For example, define 1 cp as `1*centi()*poise()`. It is because MRST runs simulation based on [metric units](https://en.wikipedia.org/wiki/Metric_units). Notice that the syntax is just very similar to MRST. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cqLVkl09diLX"
      },
      "source": [
        "# Fluid property: 2-phase oil-water\n",
        "fluid = dict({\"type\": [\"water\", \"oil\"],\n",
        "              \"mu\": [1*centi()*poise(), 1*centi()*poise()],\n",
        "              \"rho\": [1000, 850],\n",
        "              \"n\": [2, 2]}) # Corey exponent"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "p4ZJgk2IF-V5"
      },
      "source": [
        "Input boundary conditions for front side (North), back side (South), left side (West), and right side (East). All boundaries have no flow. \n",
        "\n",
        "> NOTE: For now, PyMRST still support for no-flow boundary condition. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vsP8vl7iF-og"
      },
      "source": [
        "# Boundary \n",
        "bc_front = dict({\"type\": \"fluxside\", \"value\": 0}) # bbl/d to m3/s\n",
        "bc_back = dict({\"type\": \"fluxside\", \"value\": 0})\n",
        "bc_left = dict({\"type\": \"fluxside\", \"value\": 0}) # m3/d to m3/s\n",
        "bc_right = dict({\"type\": \"pside\", \"value\": 0}) # bar to Pa"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ihqWRfYJIDYj"
      },
      "source": [
        "Input well operating conditions. Since it is normal five spot, there are 5 wells; 4 water injectors in the corners and 1 oil producer in the middle. All wells are vertical wells. Here are the details of the wells;\n",
        "\n",
        "|Well|Status|Cell location|BC|Radii|Skin|\n",
        "|:--:|:--:|:--:|:--:|:--:|:--:|\n",
        "|I|Water injector|(1,1)|BHP 200 bar|.125 m|0|\n",
        "|II|Water injector|(60,1)|BHP 200 bar|.125 m|0|\n",
        "|III|Water injector|(1,220)|BHP 200 bar|.125 m|0|\n",
        "|IV|Water injector|(60,220)|BHP 200 bar|.125 m|0|\n",
        "|V|Oil producer|(30,111)|BHP 100 bar|.125 m|0|\n",
        "\n",
        "> NOTE: Phase convention is [water,oil]. Because Well I to IV are water injectors, phase is [1,0]. Then Well V is oil producer, phase is [0,1]."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a6FP5edTIDjX"
      },
      "source": [
        "# Well\n",
        "locs = np.array([[1,  60, 1,    60,   30],\n",
        "                 [1,  1,  220,  220,  111],\n",
        "                 [1,  1,  1,    1,    1]])\n",
        "\n",
        "types = np.full(5, \"bhp\")\n",
        "values = np.array([200, 200, 200, 200, 100])*barsa()\n",
        "radii = np.full(5, .125)*meter()\n",
        "skins = np.full(5, 0)\n",
        "directions = np.full(5, None) # Vertical well is None\n",
        "phases = np.array([[1,0], [1,0], [1,0], [1,0], [0,1]])\n",
        "\n",
        "well = dict({\"cellx_loc\": locs[0,:],\n",
        "             \"celly_loc\": locs[1,:], \n",
        "             \"cellz_loc\": locs[2,:],              \n",
        "             \"type\": types, \n",
        "             \"value\": values, \n",
        "             \"phase\": phases,\n",
        "             \"radius\": radii,\n",
        "             \"skin\": skins, \n",
        "             \"direction\": directions}) "
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Gz7EhMMyTRSo"
      },
      "source": [
        "Define how long the reservoir is simulated (here 20 years) in 50 time steps. We will evaluate results at year 2, 10, 20, and 50. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PneoVPxsTRiU"
      },
      "source": [
        "# Time step\n",
        "numSteps, totTime = 50, 20*365 # 20 years\n",
        "steps = [2, 10, 20, 50]"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a8kw8VhUqYHC"
      },
      "source": [
        "Execute program to read the inputs. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "smy3hfP4ahFY"
      },
      "source": [
        "# Run program to read input\n",
        "pymrst.model_input(model, fluid, well, bc_front, bc_back, bc_left, bc_right, \n",
        "                   numSteps, totTime, steps) "
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QjYGzzHSqgpL"
      },
      "source": [
        "Finally run the simulation. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PzoagsgfV19a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8cb92c9f-9037-41fa-e24c-33365f58e84b"
      },
      "source": [
        "# Takes 5 minutes to complete simulation. Depends on internet connection.\n",
        "pymrst.oilwater_2phase()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "warning: function /content/mrst-core/utils/mex/md5sum.m shadows a core library function\n",
            "Time step 1: 1.00 years\n",
            "Time step 2: 1.39 years\n",
            "Time step 3: 1.77 years\n",
            "Time step 4: 2.16 years\n",
            "Time step 5: 2.55 years\n",
            "Time step 6: 2.94 years\n",
            "Time step 7: 3.32 years\n",
            "Time step 8: 3.71 years\n",
            "Time step 9: 4.10 years\n",
            "Time step 10: 4.49 years\n",
            "Time step 11: 4.87 years\n",
            "Time step 12: 5.26 years\n",
            "Time step 13: 5.65 years\n",
            "Time step 14: 6.04 years\n",
            "Time step 15: 6.42 years\n",
            "Time step 16: 6.81 years\n",
            "Time step 17: 7.20 years\n",
            "Time step 18: 7.59 years\n",
            "Time step 19: 7.97 years\n",
            "Time step 20: 8.36 years\n",
            "Time step 21: 8.75 years\n",
            "Time step 22: 9.14 years\n",
            "Time step 23: 9.52 years\n",
            "Time step 24: 9.91 years\n",
            "Time step 25: 10.30 years\n",
            "Time step 26: 10.69 years\n",
            "Time step 27: 11.07 years\n",
            "Time step 28: 11.46 years\n",
            "Time step 29: 11.85 years\n",
            "Time step 30: 12.24 years\n",
            "Time step 31: 12.62 years\n",
            "Time step 32: 13.01 years\n",
            "Time step 33: 13.40 years\n",
            "Time step 34: 13.79 years\n",
            "Time step 35: 14.17 years\n",
            "Time step 36: 14.56 years\n",
            "Time step 37: 14.95 years\n",
            "Time step 38: 15.34 years\n",
            "Time step 39: 15.72 years\n",
            "Time step 40: 16.11 years\n",
            "Time step 41: 16.50 years\n",
            "Time step 42: 16.89 years\n",
            "Time step 43: 17.27 years\n",
            "Time step 44: 17.66 years\n",
            "Time step 45: 18.05 years\n",
            "Time step 46: 18.44 years\n",
            "Time step 47: 18.82 years\n",
            "Time step 48: 19.21 years\n",
            "Time step 49: 19.60 years\n",
            "Time step 50: 19.99 years\n",
            "   6.1258e+04\n",
            "ans = 1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x14xa0ElyLo5"
      },
      "source": [
        "Running simulation has finished. Note that all results are stored automatically inside `result_oilwater_2phase` folder.\n",
        "* `Sw{}.mat`: Water saturation in reservoir. Number inside bracket is year.\n",
        "* `pressure{}.mat`: Pressure in reservoir. Number inside bracket is year.\n",
        "* `well{}_Sw.mat`, `well{}_Wc.mat`, `well{}_qOs.mat`, `well{}_qWs.mat`: Water saturation, water cut, oil saturation, and water saturation (respectively) at each well over the years. Number inside bracket is well number.    \n",
        "\n",
        "In this case, the simulated years are year 2, 10, 20, and 50."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lKbDBCAs1fTp"
      },
      "source": [
        "First, visualize the reservoir water saturation. It can do 2D visualization (for this time). \n",
        "\n",
        "Define which side we want to visualize; XY, XZ, or YZ plane, and the position (layer number). Here, we want the first layer (position-0) of XY plane.  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "XtAfpVlWddXk",
        "outputId": "7d4b56f6-1d87-43b4-fd7a-6ac9fdb7c816"
      },
      "source": [
        "from pymrst_units import *\n",
        "\n",
        "# Specify dimension\n",
        "nlayer = model[\"nlayer\"]\n",
        "dimension = (60,220,nlayer)\n",
        "\n",
        "# Plane and layer number\n",
        "plane, position = \"xy\", 0\n",
        "\n",
        "numSteps, totTime = 50, 20*365 # day\n",
        "steps = [2, 10, 20, 50]\n",
        "\n",
        "# Plot Sw for every timestep\n",
        "plt.figure(figsize=(10,8))\n",
        "\n",
        "for i in range(len(steps)):\n",
        "  directory = \"/content/result_oilwater_2phase/\"\n",
        "  filename = \"Sw{}.mat\".format(steps[i])\n",
        "\n",
        "  # Get cell data \n",
        "  cube = pymrst.getCellData(directory, filename, dimension=dimension)\n",
        "\n",
        "  # Plot for every timestep\n",
        "  days = totTime / numSteps * steps[i]\n",
        "  years = days * day() / year()\n",
        "\n",
        "  plt.subplot(2,2,i+1)\n",
        "  pymrst.plotCellData(cube, plane, position, cmap=\"jet_r\")\n",
        "  plt.title(\"Sw on {} Plane at Slice {} (Year {:.1f})\".format(plane, position, years),\n",
        "            size=15, pad=15)  \n",
        "\n",
        "plt.tight_layout(1.7)\n",
        "plt.show()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HM3wgO2Reete"
      },
      "source": [
        "Next is reservoir pressure. The same plane and layer number visualized. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 530
        },
        "id": "YSvt4W8geYaV",
        "outputId": "f0e94e82-52bf-487b-f57b-a42c08dcd88c"
      },
      "source": [
        "from pymrst_units import *\n",
        "\n",
        "# Specify dimension\n",
        "nlayer = model[\"nlayer\"]\n",
        "dimension = (60,220,nlayer)\n",
        "\n",
        "# Plane and layer number\n",
        "plane, position = \"xy\", 0\n",
        "\n",
        "numSteps, totTime = 50, 20*365 # day\n",
        "steps = [2, 10, 20, 50]\n",
        "\n",
        "# Plot pressure for every timestep\n",
        "plt.figure(figsize=(10,8))\n",
        "\n",
        "for i in range(len(steps)):\n",
        "  directory = \"/content/result_oilwater_2phase/\"\n",
        "  filename = \"pressure{}.mat\".format(steps[i])\n",
        "\n",
        "  # Get cell data \n",
        "  cube = pymrst.getCellData(directory, filename, dimension=dimension)\n",
        "\n",
        "  # Convert to barsa\n",
        "  cube = cube/barsa()\n",
        "\n",
        "  # Plot for every timestep\n",
        "  days = totTime / numSteps * steps[i]\n",
        "  years = days * day() / year()\n",
        "\n",
        "  plt.subplot(2,2,i+1)\n",
        "  pymrst.plotCellData(cube, plane, position, cmap=\"viridis\")\n",
        "  plt.title(\"Pressure on {} Plane at Slice {} (Year {:.1f})\".format(plane, position, years),\n",
        "            size=15, pad=15)  \n",
        "\n",
        "plt.tight_layout(1.7)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mHyuW5eDFihD"
      },
      "source": [
        "## Simulation 2. Inverted five spot"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b0545ax5fQXP"
      },
      "source": [
        "In the second simulation, we simulate on the same reservoir as the first one, but now the injection pattern is inverted; 4 oil producers in the corner and 1 water injector in the middle. \n",
        "\n",
        "We will use the same rock, fluid, timestep, and boundary conditions input. We only need to slightly change the inputs for well. \n",
        "\n",
        "BHP for Well V is now 500 bar (because it is injector), instead of 100 bar like in Simulation 1.\n",
        "\n",
        "|Well|Status|Cell location|BC|Radii|Skin|\n",
        "|:--:|:--:|:--:|:--:|:--:|:--:|\n",
        "|I|Oil producer|(1,1)|BHP 200 bar|.125 m|0|\n",
        "|II|Oil producer|(60,1)|BHP 200 bar|.125 m|0|\n",
        "|III|Oil producer|(1,220)|BHP 200 bar|.125 m|0|\n",
        "|IV|Oil producer|(60,220)|BHP 200 bar|.125 m|0|\n",
        "|V|Water injector|(30,111)|BHP 500 bar|.125 m|0|\n",
        "\n",
        "> NOTE: Don't forget to change the phase, because now it is inverted. Well I to IV phase are [0,1] and Well V phase is [1,0]"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iFsbpvaNf_XV"
      },
      "source": [
        "# Well\n",
        "locs = np.array([[1,  60, 1,    60,   30],\n",
        "                 [1,  1,  220,  220,  111],\n",
        "                 [1,  1,  1,    1,    1]])\n",
        "\n",
        "types = np.full(5, \"bhp\")\n",
        "values = np.array([200, 200, 200, 200, 500])*barsa()\n",
        "radii = np.full(5, .125)*meter()\n",
        "skins = np.full(5, 0)\n",
        "directions = np.full(5, None)\n",
        "phases = np.array([[0,1], [0,1], [0,1], [0,1], [1,0]])\n",
        "\n",
        "well = dict({\"cellx_loc\": locs[0,:],\n",
        "             \"celly_loc\": locs[1,:], \n",
        "             \"cellz_loc\": locs[2,:],              \n",
        "             \"type\": types, \n",
        "             \"value\": values, \n",
        "             \"phase\": phases,\n",
        "             \"radius\": radii,\n",
        "             \"skin\": skins, \n",
        "             \"direction\": directions}) "
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5CbqUvug0RJ_"
      },
      "source": [
        "# Time step\n",
        "numSteps, totTime = 50, 20*365 # 20 years\n",
        "steps = [2, 10, 20, 50]\n",
        "steps = list(np.arange(1,51,1))"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5XiSw5ebg-r4"
      },
      "source": [
        "Execute the program to read the input."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m-GIGF0ThA_S"
      },
      "source": [
        "# Execute program to read input\n",
        "pymrst.model_input(model, fluid, well, bc_front, bc_back, bc_left, bc_right, \n",
        "                   numSteps, totTime, steps) "
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dM8HFFrJiaeN"
      },
      "source": [
        "Run the simulation."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jjshG-eBYUc7",
        "outputId": "1d19e6c1-26da-4e24-c582-bad179075d86"
      },
      "source": [
        "# Takes 5 minutes to complete simulation\n",
        "pymrst.oilwater_2phase()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "warning: function /content/mrst-core/utils/mex/md5sum.m shadows a core library function\n",
            "Time step 1: 1.00 years\n",
            "Time step 2: 1.39 years\n",
            "Time step 3: 1.77 years\n",
            "Time step 4: 2.16 years\n",
            "Time step 5: 2.55 years\n",
            "Time step 6: 2.94 years\n",
            "Time step 7: 3.32 years\n",
            "Time step 8: 3.71 years\n",
            "Time step 9: 4.10 years\n",
            "Time step 10: 4.49 years\n",
            "Time step 11: 4.87 years\n",
            "Time step 12: 5.26 years\n",
            "Time step 13: 5.65 years\n",
            "Time step 14: 6.04 years\n",
            "Time step 15: 6.42 years\n",
            "Time step 16: 6.81 years\n",
            "Time step 17: 7.20 years\n",
            "Time step 18: 7.59 years\n",
            "Time step 19: 7.97 years\n",
            "Time step 20: 8.36 years\n",
            "Time step 21: 8.75 years\n",
            "Time step 22: 9.14 years\n",
            "Time step 23: 9.52 years\n",
            "Time step 24: 9.91 years\n",
            "Time step 25: 10.30 years\n",
            "Time step 26: 10.69 years\n",
            "Time step 27: 11.07 years\n",
            "Time step 28: 11.46 years\n",
            "Time step 29: 11.85 years\n",
            "Time step 30: 12.24 years\n",
            "Time step 31: 12.62 years\n",
            "Time step 32: 13.01 years\n",
            "Time step 33: 13.40 years\n",
            "Time step 34: 13.79 years\n",
            "Time step 35: 14.17 years\n",
            "Time step 36: 14.56 years\n",
            "Time step 37: 14.95 years\n",
            "Time step 38: 15.34 years\n",
            "Time step 39: 15.72 years\n",
            "Time step 40: 16.11 years\n",
            "Time step 41: 16.50 years\n",
            "Time step 42: 16.89 years\n",
            "Time step 43: 17.27 years\n",
            "Time step 44: 17.66 years\n",
            "Time step 45: 18.05 years\n",
            "Time step 46: 18.44 years\n",
            "Time step 47: 18.82 years\n",
            "Time step 48: 19.21 years\n",
            "Time step 49: 19.60 years\n",
            "Time step 50: 19.99 years\n",
            "   1.2336e+05\n",
            "ans = 1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3P3woBa0iiad"
      },
      "source": [
        "Visualize water saturation of the reservoir. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "hXoGqOyvIjw4",
        "outputId": "f866a99e-2056-4aca-eff5-0b8475741542"
      },
      "source": [
        "from pymrst_units import *\n",
        "\n",
        "# Specify dimension\n",
        "nlayer = model[\"nlayer\"]\n",
        "dimension = (60,220,nlayer)\n",
        "\n",
        "# Plane and layer number\n",
        "plane, position = \"xy\", 0\n",
        "\n",
        "numSteps, totTime = 50, 20*365 # day\n",
        "steps = [2, 10, 20, 50]\n",
        "\n",
        "# Plot Sw for every timestep\n",
        "plt.figure(figsize=(10,8))\n",
        "\n",
        "for i in range(len(steps)):\n",
        "  directory = \"/content/result_oilwater_2phase/\"\n",
        "  filename = \"Sw{}.mat\".format(steps[i])\n",
        "\n",
        "  # Get cell data \n",
        "  cube = pymrst.getCellData(directory, filename, dimension=dimension)\n",
        "\n",
        "  # Plot for every timestep\n",
        "  days = totTime / numSteps * steps[i]\n",
        "  years = days * day() / year()\n",
        "\n",
        "  plt.subplot(2,2,i+1)\n",
        "  pymrst.plotCellData(cube, plane, position, cmap=\"jet_r\")\n",
        "  plt.title(\"Sw on {} Plane at Slice {} (Year {:.1f})\".format(plane, position, years),\n",
        "            size=15, pad=15)  \n",
        "\n",
        "plt.tight_layout(1.7)\n",
        "plt.show()"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AB9EDaheip0E"
      },
      "source": [
        "Visualize reservoir pressure."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 531
        },
        "id": "QgSKl0yVKXAh",
        "outputId": "e7deeb88-8012-432a-97c1-e85e6a40e305"
      },
      "source": [
        "from pymrst_units import *\n",
        "\n",
        "# Specify dimension\n",
        "nlayer = model[\"nlayer\"]\n",
        "dimension = (60,220,nlayer)\n",
        "\n",
        "# Plane and layer number\n",
        "plane, position = \"xy\", 0\n",
        "\n",
        "numSteps, totTime = 50, 20*365 # day\n",
        "steps = [2, 10, 20, 50]\n",
        "\n",
        "# Plot pressure for every timestep\n",
        "plt.figure(figsize=(10,8))\n",
        "\n",
        "for i in range(len(steps)):\n",
        "  directory = \"/content/result_oilwater_2phase/\"\n",
        "  filename = \"pressure{}.mat\".format(steps[i])\n",
        "\n",
        "  # Get cell data \n",
        "  cube = pymrst.getCellData(directory, filename, dimension=dimension)\n",
        "\n",
        "  # Convert to barsa\n",
        "  cube = cube/barsa()\n",
        "\n",
        "  # Plot for every timestep\n",
        "  days = totTime / numSteps * steps[i]\n",
        "  years = days * day() / year()\n",
        "\n",
        "  plt.subplot(2,2,i+1)\n",
        "  pymrst.plotCellData(cube, plane, position, cmap=\"viridis\", vmin=450)\n",
        "  plt.title(\"Pressure on {} Plane at Slice {} (Year {:.1f})\".format(plane, position, years),\n",
        "            size=15, pad=15)  \n",
        "\n",
        "plt.tight_layout(1.7)\n",
        "plt.show()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M9uPPLe3iz7S"
      },
      "source": [
        "Last three visualizations are results for the 4 producer wells."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CU42hrP6mefi"
      },
      "source": [
        "Water saturation and water cut"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 531
        },
        "id": "LacghPJuLHOl",
        "outputId": "7a1acd78-6266-4d27-918f-63eb93a5d374"
      },
      "source": [
        "from pymrst_units import *\n",
        "\n",
        "# Plot well solutions\n",
        "directory = \"/content/result_oilwater_2phase\"\n",
        "\n",
        "# Time entry\n",
        "t = np.linspace(0, totTime, numSteps)\n",
        "t = t*day()/year() # Convert from day to year\n",
        "\n",
        "color = [\"purple\", \"green\", \"red\", \"blue\"]\n",
        "plt.figure(figsize=(10,7))\n",
        "\n",
        "for i in range(4):\n",
        "  plt.subplot(2,2,i+1)\n",
        "  well_Sw = pymrst.getWellSol(directory, \"well{}_Sw.mat\".format(i+1))\n",
        "  well_Wc = pymrst.getWellSol(directory, \"well{}_Wc.mat\".format(i+1))  \n",
        "\n",
        "  plt.plot(t, well_Sw, color=color[i], label=\"Water sat.\")\n",
        "  plt.plot(t, well_Wc, '--', color=color[i], label=\"Water cut\")  \n",
        "\n",
        "  plt.title(\"Well {}\".format(i+1), size=20, pad=10)\n",
        "  plt.xlabel(\"Time [years]\")\n",
        "  plt.xlim(0,20); plt.ylim(0,1)\n",
        "  plt.grid()\n",
        "  plt.legend()\n",
        "\n",
        "plt.tight_layout(1.2)\n",
        "plt.show()  "
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x504 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VRf8n8OwmhCo"
      },
      "source": [
        "Water and oil production rate"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        },
        "id": "rrtqgpYRiw1-",
        "outputId": "733dc449-e3f9-432d-f0e4-f27f7e048f85"
      },
      "source": [
        "from pymrst_units import *\n",
        "\n",
        "# Plot well solutions\n",
        "directory = \"/content/result_oilwater_2phase\"\n",
        "\n",
        "# Time entry\n",
        "t = np.linspace(0, totTime, numSteps)\n",
        "t = t*day()/year() # Convert from day to year\n",
        "\n",
        "color = [\"purple\", \"green\", \"red\", \"blue\"]\n",
        "plt.figure(figsize=(10,7))\n",
        "\n",
        "for i in range(4):\n",
        "  plt.subplot(2,2,i+1)\n",
        "  well_qOs = pymrst.getWellSol(directory, \"well{}_qOs.mat\".format(i+1))\n",
        "  well_qWs = pymrst.getWellSol(directory, \"well{}_qWs.mat\".format(i+1))  \n",
        "\n",
        "  # Convert rates from m3/s to STB/D\n",
        "  plt.plot(t, well_qOs/(stb()/day()), color=color[i], label=\"Oil rate\")\n",
        "  plt.plot(t, well_qWs/(stb()/day()), '--', color=color[i], label=\"Water rate\")  \n",
        "\n",
        "  plt.title(\"Well {}\".format(i+1), size=20, pad=10)\n",
        "  plt.xlabel(\"Time [years]\"); plt.ylabel(\"Rate [STB/D]\")\n",
        "  plt.xlim(0,20)\n",
        "  plt.grid()\n",
        "  plt.legend()\n",
        "\n",
        "plt.tight_layout(1.2)\n",
        "plt.show()  "
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x504 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hBQ0SgC9mklj"
      },
      "source": [
        "Water and oil cumulative production"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        },
        "id": "Mr9XZdZxtWgm",
        "outputId": "1b964fa4-b220-412b-cb3d-4d100c9aa517"
      },
      "source": [
        "from pymrst_units import *\n",
        "\n",
        "# Plot well solutions\n",
        "directory = \"/content/result_oilwater_2phase\"\n",
        "\n",
        "# Time entry\n",
        "t = np.linspace(0, totTime, numSteps)\n",
        "t = t*day()/year() # Convert from day to year\n",
        "\n",
        "color = [\"purple\", \"green\", \"red\", \"blue\"]\n",
        "plt.figure(figsize=(10,7))\n",
        "\n",
        "for i in range(4):\n",
        "  plt.subplot(2,2,i+1)\n",
        "  well_qOs = pymrst.getWellSol(directory, \"well{}_qOs.mat\".format(i+1))\n",
        "  well_qWs = pymrst.getWellSol(directory, \"well{}_qWs.mat\".format(i+1))  \n",
        "\n",
        "  # Rate to cumulative production\n",
        "  timestep = (t[1]-t[0])*year()\n",
        "  cumO, cumW = well_qOs*timestep, well_qWs*timestep\n",
        "  cumO, cumW = np.cumsum(cumO), np.cumsum(cumW)\n",
        "\n",
        "  # Convert rates from m3 to STB\n",
        "  plt.plot(t, cumO/stb(), color=color[i], label=\"Oil cum. prod.\")\n",
        "  plt.plot(t, cumW/stb(), '--', color=color[i], label=\"Water cum. prod.\")  \n",
        "\n",
        "  plt.title(\"Well {}\".format(i+1), size=20, pad=10)\n",
        "  plt.xlabel(\"Time [years]\"); plt.ylabel(\"Cum. prod. [STB]\")\n",
        "  plt.xlim(0,20)\n",
        "  plt.grid()\n",
        "  plt.legend()\n",
        "\n",
        "plt.tight_layout(1.2)\n",
        "plt.show()  "
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x504 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}